White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), All pseudo-absence/background points, Cropped to 750 m isobath, all covariates (u and v become vel_mag), evaluated using area under the receiver operator curve (roc_auc)
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9560557 | 0.9283954 | 0.9949700 | 0.9575936 |
| bt | 0.8563773 | 0.9794225 | 0.9002266 | 0.6736049 |
| maxnet | 0.6184352 | 0.9453899 | 0.7489139 | 0.4059630 |
| gam | NA | NA | 0.7779285 | NA |
| glm | NA | NA | 0.7109401 | NA |
Variable Importance
